Deep Generative Models for Image Generation: A Practical Comparison Between Variational Autoencoders and Generative Adversarial Networks

Author:

El-Kaddoury Mohamed,Mahmoudi Abdelhak,Himmi Mohammed Majid

Publisher

Springer International Publishing

Reference18 articles.

1. Goyal, P., Hu, Z., Liang, X., Wang, C., Xing, E.: Nonparametric variational autoencoders for hierarchical representation learning. arXiv:1703.07027 (2017)

2. Goodfellow, I., et al.: Generative adversarial nets. In: Advances in Neural Information Processing Systems, pp. 2672–2680 (2014)

3. Kingma, D.P., Welling, M.: Auto-encoding variational bayes. arXiv:1312.6114 (2013)

4. Rezende, D.J., Mohamed, S., Wierstra, D.: Stochastic backpropagation and approximate inference in deep generative models. In: ICML, pp. 1278–1286 (2014)

5. Gregor, K., Danihelka, I., Graves, A., Rezende, D.J., Wierstra, D.: DRAW: a recurrent neural network for image generation. arXiv preprint arXiv:1502.04623 (2015)

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